{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# fig = plt.gcf()\n",
    "# type(fig)\n",
    "# id(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from IPython.core.interactiveshell import InteractiveShell\n",
    "# InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# fig = plt.figure()\n",
    "# type(fig)\n",
    "# id(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.get_fignums()\n",
    "\n",
    "# import matplotlib\n",
    "# figs = [manager.canvas.figure for manager in matplotlib._pylab_helpers.Gcf.get_all_fig_managers()]\n",
    "# print('figs=',figs)\n",
    "\n",
    "# figs = list(map(plt.figure, plt.get_fignums()))\n",
    "# figs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_xy():\n",
    "    xs = [x for x in range(10)]\n",
    "    ys = [random.randrange(1,19) for x in range(10)]\n",
    "    return xs, ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8d67312e10>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = make_xy()\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = plt.subplot2grid((12,2), (0,0), rowspan=3, fig=fig)\n",
    "ax2 = plt.subplot2grid((6,2), (2,0), rowspan=2,colspan=2, fig=fig)\n",
    "ax3 = plt.subplot2grid((6,2), (0,1), rowspan=2,colspan=2, fig=fig)\n",
    "ax4 = plt.subplot2grid((6,2), (4,0), rowspan=1, fig=fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8d63ac94d0>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8d64022250>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8d64022ad0>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8d63ac9d90>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x,y = make_xy();ax1.plot(x,y)\n",
    "x,y = make_xy();ax2.plot(x,y)\n",
    "x,y = make_xy();ax3.plot(x,y)\n",
    "x,y = make_xy();ax4.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.set_size_inches(10,8)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
